Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2022-01-24 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2372, expected range: -0.2080 -0.2003
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0811, expected range: -0.1016 -0.0955
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4525, expected range: -0.4142 -0.4046
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4388, expected range: -0.4045 -0.3919
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0890, expected range: -0.1356 -0.1320
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2045, expected range: 0.2391 0.2439
iasi
METOP-B IASI RADIANCES (56 channels affected) : out of range
Considerable: obs_number=1905.0000, expected range: 2033.5309 2449.7632
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 1 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.1343, expected range: 0.1174 0.1263
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5552, expected range: 0.6164 0.6957
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5724.0000, expected range: 6595.8093 6643.0911
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0796, expected range: 0.0450 0.1817
Atmospheric Motion Vector
GOES-16 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: stdev_fgdepar=1.6294, expected range: 0.9936 1.6214
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 300-600 (HPA) : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8872, expected range: -0.4518 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.6068, expected range: -18.9620 4.5738
Severely_persistent: rms_fgdepar=11.6068, expected range: 0.0000 18.9220
Severely_persistent: avg_pge=0.9297, expected range: -0.0885 0.7500
LAND TEMP Q (G/KG) 78988 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.5547, expected range: 0.1222 2.0510
All LAND TEMP ALL LAYERS WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 23.52 156.46
HIGH RESO LAND TEMP TEMPERATURE (K) 53068 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-9.5389, expected range: -8.4602 3.5724
Severe: rms_fgdepar=9.5389, expected range: 0.0000 8.3837
Severe: avg_pge=0.8979, expected range: -1.1368 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 83 : all data missing
Severe: obs_number=0, expected range: 55.69 133.74
All BUFR TEMP DESCENT ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 82.65 102.15
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=121.0000, expected range: 177.1303 288.8697
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1238.0000, expected range: 0.0000 777.3401
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) MLSMMDZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.4029, expected range: 0.0000 7.6579
WIGOS AMDAR WIND VECTOR DIFF (M/S) 2FYIR4JA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.2400, expected range: 0.0000 6.5207
WIGOS AMDAR WIND VECTOR DIFF (M/S) A2ODSMZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.9935, expected range: 0.0000 8.6742
ADS-C WIND VECTOR DIFF (M/S) JFQAYHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.8064, expected range: 0.0000 11.9491
ADS-C WIND VECTOR DIFF (M/S) OJRK5OJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=31.4190, expected range: -4.9382 17.0331
Severe: rms_fgdepar=33.8470, expected range: 0.0000 22.2141
ADS-C WIND VECTOR DIFF (M/S) F30UILRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.0562, expected range: 0.0000 20.2063
ADS-C WIND VECTOR DIFF (M/S) WPASEEZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.8874, expected range: 0.0000 26.4465
ADS-C WIND VECTOR DIFF (M/S) 0Z2GRYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9491, expected range: 0.0000 17.3861
airep
AIREP WIND VECTOR DIFF (M/S) THY34 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=67.5666, expected range: -16.4259 25.2722
Severe: rms_fgdepar=67.5666, expected range: -27.9195 38.9062
AIREP WIND VECTOR DIFF (M/S) BAW6B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6794, expected range: 0.0000 31.3546
AIREP WIND VECTOR DIFF (M/S) BAW91C PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.5595, expected range: 0.0000 34.4162
AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4587, expected range: 0.0000 32.0099
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=0.0000, expected range: 0.0000 1249.5412
synop
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9400, expected range: -1.2154 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=775.1022, expected range: -166.7700 248.1323
Severely_persistent: rms_fgdepar=775.1022, expected range: 0.0000 174.0811
Severely_persistent: avg_pge=0.9054, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8806, expected range: -1.5813 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42177 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8811, expected range: -1.0857 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=603.9355, expected range: -963.6430 1595.0355
Severely_persistent: rms_fgdepar=603.9355, expected range: 0.0000 1595.0355
Severely_persistent: avg_pge=0.8818, expected range: -1.1578 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI14ADB : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8263, expected range: -0.1184 0.7500
MANUAL LAND SYNOP RH2M (%) 43001 : out of range
Severe: avg_fgdepar=52.2326, expected range: 2.3683 41.7229
Severe: rms_fgdepar=52.2326, expected range: 2.3683 41.7229
Severe: avg_pge=0.9975, expected range: -0.3004 0.4307
MANUAL LAND SYNOP RH2M (%) 13591 : out of range
Severe: avg_fgdepar=61.8766, expected range: -50.3354 48.0759
Severe: rms_fgdepar=61.8766, expected range: 0.0000 23.4641
Severe: avg_pge=0.9959, expected range: 0.0013 0.0047
MANUAL LAND SYNOP RH2M (%) 43083 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8832, expected range: -1.9221 0.7500
MANUAL LAND SYNOP RH2M (%) 17115 : out of range
Severe: rms_fgdepar=35.9792, expected range: 0.0000 18.1355
MANUAL LAND SYNOP RH2M (%) 42915 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9538, expected range: -0.1250 0.1647
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
Severe: avg_fgdepar=941.6425, expected range: -291.1962 313.2369
Severe: rms_fgdepar=942.0313, expected range: 0.0000 294.7810
Severe: avg_pge=0.9328, expected range: -0.4794 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
Severe: avg_pge=0.8004, expected range: 0.6522 0.7500
BUFR LAND SYNOP RH2M (%) 71774 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.7797, expected range: 0.0000 12.1446
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8099, expected range: -0.1620 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1230.0000, expected range: 1629.4206 1660.3294
Considerable: obs_number=388.0000, expected range: 412.0835 453.9165
Considerable: obs_number=181.0000, expected range: 200.5730 204.9826
Considerable: obs_number=137.0000, expected range: 173.5429 185.7904
Considerable: obs_number=71.0000, expected range: 99.9645 107.0355
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=481.0000, expected range: 88.6847 293.8153
Considerable: rms_fgdepar=207.9345, expected range: 25.9426 138.4174
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRNR5 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8096, expected range: -0.4694 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-547.6760, expected range: -856.3513 -146.8506
Severely_persistent: rms_fgdepar=547.6760, expected range: 142.5246 867.7106
Severely_persistent: avg_pge=0.8224, expected range: -0.5613 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V8776 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=963.1809, expected range: -172.6781 1284.0526
Severely_persistent: rms_fgdepar=963.1809, expected range: 0.0000 1279.9213
Severely_persistent: avg_pge=0.8883, expected range: 0.3757 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK72 : out of range
Severe: rms_fgdepar=619.9873, expected range: 0.0000 158.3170
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-779.0685, expected range: -1574.8856 1608.6904
Severe: rms_fgdepar=779.0685, expected range: 0.0000 1624.1307
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JPN : out of range
Severe: avg_fgdepar=1041.6005, expected range: -106.9296 166.0761
Severe: rms_fgdepar=1041.6005, expected range: 0.0000 143.2831
Severe: avg_pge=0.9000, expected range: -0.4787 0.5516
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8675, expected range: -1.3532 0.7500
metar
METAR SURFACE PRESSURE (PA) PALP : out of range
Severe: rms_fgdepar=408.7141, expected range: 0.0000 116.9951
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.4134, expected range: -63.7304 -57.0901
Severely_persistent: rms_fgdepar=62.4134, expected range: 57.0901 63.7304
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.8723, expected range: -81.4350 -69.1900
Severely_persistent: rms_fgdepar=66.8723, expected range: 69.1900 81.4350
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-84.1137, expected range: -92.4595 -83.5579
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=84.1184, expected range: 83.5606 92.4697
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.8994, expected range: -68.2979 -59.2978
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.9156, expected range: 59.3209 68.3081
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-57.1337, expected range: -60.8279 -55.9336
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.1349, expected range: 55.9347 60.8305
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.2527, expected range: -87.2595 -73.1729
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.2587, expected range: 73.1662 87.2972
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.0055, expected range: -80.4498 -73.4958
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.0081, expected range: 73.4984 80.4511
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.1801, expected range: -97.3765 -81.1736
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=91.1860, expected range: 81.1785 97.3870
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.4946, expected range: -76.3767 -66.3401
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.5018, expected range: 66.3406 76.3862
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.1891, expected range: -63.8772 -57.2478
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=61.2029, expected range: 57.2463 63.9028
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.0800, expected range: -108.3806 4.8978
Severely_persistent: rms_fgdepar=61.1038, expected range: 0.0000 108.3763
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.8749, expected range: -93.2114 -75.6898
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=81.8877, expected range: 75.6966 93.2156
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.3814, expected range: -53.9537 -47.9439
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.3867, expected range: 47.9450 53.9682
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.3537, expected range: -77.2831 -52.6430
Severely_persistent: rms_fgdepar=76.3594, expected range: 52.6414 77.2862
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.6445, expected range: 52.7900 57.8670
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.6462, expected range: 52.7931 57.8701
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-67.4000, expected range: -73.6454 -67.8464
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=67.4149, expected range: 67.8495 73.6542
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=95.0977, expected range: 88.5802 96.0165
Severely_persistent: rms_fgdepar=95.0977, expected range: 88.5802 96.0166
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.6450, expected range: 27.5088 71.9312
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.6547, expected range: 27.4566 72.0227
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.7792, expected range: -65.7763 -55.8266
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.7793, expected range: 55.8238 65.7812
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.1615, expected range: -76.4594 -63.7210
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.1632, expected range: 63.7225 76.4621
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.7195, expected range: -62.1885 -54.2632
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.7297, expected range: 54.2708 62.1869
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.3026, expected range: -85.2536 -73.7196
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.3098, expected range: 73.7234 85.2590
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5276, expected range: -67.0780 -49.6680
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.5405, expected range: 49.6676 67.0910
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.9998, expected range: -84.7522 -74.3179
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.0021, expected range: 74.3230 84.7528
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.5123, expected range: -82.3436 -73.3094
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.5212, expected range: 73.3184 82.3465
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-70.9033, expected range: -78.5456 -65.3723
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=70.9297, expected range: 65.3681 78.5643
MANUAL LAND SYNOP SNOW (CM) 16760 : out of range
Severe: avg_fgdepar=64.4166, expected range: -0.1403 0.1123
Severe: rms_fgdepar=64.4166, expected range: -0.1123 0.1403
MANUAL LAND SYNOP SNOW (CM) 16715 : out of range
Severe: rms_fgdepar=32.4977, expected range: -0.0559 0.0700
BUFR LAND SYNOP SNOW (CM) 16760 : out of range
Severe: avg_fgdepar=64.5789, expected range: -0.1092 0.0873
Severe: rms_fgdepar=64.5789, expected range: -0.0873 0.1092
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3859, expected range: -18.9979 -1.6915
Severely_persistent: rms_fgdepar=15.4315, expected range: 2.4419 18.8793
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0717, expected range: -17.7567 -6.1515
Severely_persistent: rms_fgdepar=15.0717, expected range: 6.2691 17.9585
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4670, expected range: -20.0038 11.8868
Severely_persistent: rms_fgdepar=12.4680, expected range: 0.0000 17.3372
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1473, expected range: -17.6639 -8.0933
Severely_persistent: rms_fgdepar=14.1477, expected range: 8.1874 17.6875
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3572, expected range: -18.0648 -1.0696
Severely_persistent: rms_fgdepar=13.4301, expected range: 1.2116 18.0567
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0965, expected range: 0.0000 17.6806
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9347, expected range: -24.1030 -0.2052
Severely_persistent: rms_fgdepar=12.9603, expected range: 1.1467 23.6946
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7136, expected range: -19.5701 -4.0257
Severely_persistent: rms_fgdepar=12.7136, expected range: 4.0257 19.5701
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.8405, expected range: -17.2738 -7.9517
Severely_persistent: rms_fgdepar=13.9850, expected range: 8.1022 17.5502
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.4629, expected range: -19.0786 -1.7654
Severely_persistent: rms_fgdepar=15.5076, expected range: 2.5026 18.9681
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1217, expected range: -17.7947 -6.2196
Severely_persistent: rms_fgdepar=15.1217, expected range: 6.3370 17.9952
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5170, expected range: -20.0538 11.8368
Severely_persistent: rms_fgdepar=12.5180, expected range: 0.0000 17.4368
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2466, expected range: -15.0984 -10.8324
Severely_persistent: rms_fgdepar=12.5934, expected range: 10.9900 15.4202
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.1974, expected range: -17.7137 -8.1290
Severely_persistent: rms_fgdepar=14.1977, expected range: 8.2263 17.7353
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4072, expected range: -18.1148 -1.1196
Severely_persistent: rms_fgdepar=13.4798, expected range: 1.2605 18.1071
BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1051, expected range: 0.0000 17.7639
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1110, expected range: -24.1616 -0.3116
Severely_persistent: rms_fgdepar=13.1346, expected range: 1.2138 23.7802
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1813, expected range: 0.0000 7.7233
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71077 : out of range
Severe: rms_fgdepar=10.2038, expected range: 0.0000 5.6775
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
Severe: avg_fgdepar=-14.3248, expected range: -12.5966 -7.4532
Severe: rms_fgdepar=14.3505, expected range: 7.6579 12.8889
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44302 : out of range
Severe: rms_fgdepar=10.3948, expected range: 0.6515 5.7811
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.0885, expected range: -12.2970 -0.0201
Severe: rms_fgdepar=15.1253, expected range: 0.7293 12.3885
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32389 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2412, expected range: 0.0000 2.9408
METAR 2M TEMPERATURE (K) USDA : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5799, expected range: 0.0000 11.3291
METAR 2M TEMPERATURE (K) ESNK : out of range
Severe: rms_fgdepar=10.8172, expected range: 0.2205 4.9355
METAR 2M TEMPERATURE (K) OPKL : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0475, expected range: 0.0000 16.6507
METAR 2M TEMPERATURE (K) UKON : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.3360, expected range: 0.0000 3.1495
LAND TEMP 2M TEMPERATURE (K) 64500 : out of range
Severe: avg_fgdepar=-12.8113, expected range: -17.2970 6.6478
Severe: rms_fgdepar=12.9267, expected range: 0.0000 16.1315
BUFR LAND SYNOP 2M TEMPERATURE (K) 30173 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0164, expected range: 0.0000 10.6020
BUFR LAND SYNOP 2M TEMPERATURE (K) 44265 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4014, expected range: -11.8471 -0.8612
Severe: rms_fgdepar=15.4217, expected range: 1.7290 11.7946
BUFR LAND SYNOP 2M TEMPERATURE (K) 02316 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1833, expected range: -9.2108 5.6402
Severe: rms_fgdepar=12.4108, expected range: 0.0000 7.8086
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
Severe: avg_fgdepar=-14.4048, expected range: -12.7105 -7.5955
Severe: rms_fgdepar=14.4290, expected range: 7.7589 13.0411
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=1164.0000, expected range: 1526.4316 1559.9213
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 71766 : out of range
Severe: rms_fgdepar=36.1361, expected range: 0.0000 20.0146
METAR RH2M (%) CYBL : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.4125, expected range: 0.0000 15.4413
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.9059, expected range: 0.7126 0.8110
Considerable: obs_number=1154.0000, expected range: 1460.2661 1610.2602